Scientists say they've found solid evidence of a giant mass of hot rock under the seafloor in the region. But it's not a plume running straight from the core to the surface—and it's hundreds of miles west of the nearest Hawaiian island.
http://news.nationalgeographic.com/news/2011/05/110526-hawaii-magma-science-plume-anomaly-lava-volcanic-volcanoes/